{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from pymongo import MongoClient\n",
    "from pandas.io.json import json_normalize\n",
    "\n",
    "plt.style.use('ggplot')\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']  #解决seaborn中文字体显示问题\n",
    "plt.rc('figure', figsize=(10, 10))  #把plt默认的图片size调大一点\n",
    "plt.rcParams[\"figure.dpi\"] =mpl.rcParams['axes.unicode_minus'] = False # 解决保存图像是负号'-'显示为方块的问题\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = MongoClient(host='127.0.0.1', port=27017)  # 实例化MongoClient\n",
    "db = conn.get_database('DingXiang')  # 连接到DingXiang数据库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "erke = db.get_collection('erke') # erke\n",
    "mon_data = erke.find()  # 查询这个集合下的所有记录"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "erke_data = json_normalize([record for record in mon_data])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(department):\n",
    "    col = db.get_collection(department)\n",
    "    mon_data = col.find()\n",
    "    return json_normalize([record for record in mon_data])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "neike_data = get_data('neike')\n",
    "waike_data = get_data('waike')\n",
    "yanke_data = get_data('yanke')\n",
    "fuchanke_data = get_data('fuchanke')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 3495 entries, 0 to 3494\n",
      "Data columns (total 26 columns):\n",
      "_id                     3495 non-null object\n",
      "addressText             3495 non-null object\n",
      "area                    3495 non-null object\n",
      "createTime              3495 non-null object\n",
      "desc_zh                 3495 non-null object\n",
      "entId                   3495 non-null int64\n",
      "entLogo                 3495 non-null object\n",
      "entName                 3495 non-null object\n",
      "entScopeText            3495 non-null object\n",
      "entTypeText             3495 non-null object\n",
      "gradeText               3495 non-null object\n",
      "id                      3495 non-null int64\n",
      "jobTypeText             3495 non-null object\n",
      "jobYearText             3487 non-null object\n",
      "levelText               3495 non-null object\n",
      "locationText            3495 non-null object\n",
      "majorText               3495 non-null object\n",
      "name                    3495 non-null object\n",
      "positText               3326 non-null object\n",
      "positionText            3495 non-null object\n",
      "region                  3495 non-null int64\n",
      "resumeProcessingRate    3495 non-null float64\n",
      "salaryText              3495 non-null object\n",
      "typeText                3495 non-null object\n",
      "updateTime              3495 non-null object\n",
      "welfare                 3495 non-null object\n",
      "dtypes: float64(1), int64(3), object(22)\n",
      "memory usage: 710.0+ KB\n"
     ]
    }
   ],
   "source": [
    "erke_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_id</th>\n",
       "      <th>addressText</th>\n",
       "      <th>area</th>\n",
       "      <th>createTime</th>\n",
       "      <th>desc_zh</th>\n",
       "      <th>entId</th>\n",
       "      <th>entLogo</th>\n",
       "      <th>entName</th>\n",
       "      <th>entScopeText</th>\n",
       "      <th>entTypeText</th>\n",
       "      <th>...</th>\n",
       "      <th>majorText</th>\n",
       "      <th>name</th>\n",
       "      <th>positText</th>\n",
       "      <th>positionText</th>\n",
       "      <th>region</th>\n",
       "      <th>resumeProcessingRate</th>\n",
       "      <th>salaryText</th>\n",
       "      <th>typeText</th>\n",
       "      <th>updateTime</th>\n",
       "      <th>welfare</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3223</th>\n",
       "      <td>5c9a213693e7ecdc53612777</td>\n",
       "      <td></td>\n",
       "      <td>成都市</td>\n",
       "      <td>2018-12-25</td>\n",
       "      <td>岗位职责：1.根据儿科病人情况，制定详细的治疗方案；\\r\\n                ...</td>\n",
       "      <td>2940690</td>\n",
       "      <td>https://file1.dxycdn.com/2018/0319/891/3267225...</td>\n",
       "      <td>四川大学望江医院</td>\n",
       "      <td>100~499人</td>\n",
       "      <td>公立医院</td>\n",
       "      <td>...</td>\n",
       "      <td>儿科学</td>\n",
       "      <td>儿科医生</td>\n",
       "      <td>初级</td>\n",
       "      <td>儿科</td>\n",
       "      <td>0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>8千-9千</td>\n",
       "      <td>公立医院</td>\n",
       "      <td>2018-12-25</td>\n",
       "      <td>[五险一金, 带薪年假, 晋升机会, 定期体检]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>5c99e61b93e7ecdc5360f765</td>\n",
       "      <td></td>\n",
       "      <td>上海</td>\n",
       "      <td>2016-01-29</td>\n",
       "      <td>主要岗位职责：\\r\\n1.\\t严格遵守《国家执业医师法》，并根据诊所的相关政策规定不断完善...</td>\n",
       "      <td>2666940</td>\n",
       "      <td></td>\n",
       "      <td>唯儿诺医疗集团</td>\n",
       "      <td>100~499人</td>\n",
       "      <td>民营医院</td>\n",
       "      <td>...</td>\n",
       "      <td>儿科学</td>\n",
       "      <td>儿科门诊部儿科医师</td>\n",
       "      <td>中级</td>\n",
       "      <td>儿科</td>\n",
       "      <td>0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2万-3万</td>\n",
       "      <td>民营医院</td>\n",
       "      <td>2016-01-29</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2250</th>\n",
       "      <td>5c9a141893e7ecdc536114e6</td>\n",
       "      <td>青岛市崂山区香港东路195号杰正财富中心101室平安青岛互联网医院</td>\n",
       "      <td>淄博市</td>\n",
       "      <td>2018-03-16</td>\n",
       "      <td>岗位职责：\\r\\n1.通过网络、视频等方式在线解答用户基础医学咨询（专科咨询，皮肤科、妇产科...</td>\n",
       "      <td>2328110</td>\n",
       "      <td>https://file1.dxycdn.com/2018/0507/719/3276361...</td>\n",
       "      <td>平安健康互联网股份有限公司</td>\n",
       "      <td>规模不详</td>\n",
       "      <td>其他单位</td>\n",
       "      <td>...</td>\n",
       "      <td>中医学</td>\n",
       "      <td>中医(平安青岛互联网医院)</td>\n",
       "      <td>中级</td>\n",
       "      <td>中医科</td>\n",
       "      <td>0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1.5万-3万</td>\n",
       "      <td>其他单位</td>\n",
       "      <td>2018-03-16</td>\n",
       "      <td>[五险一金, 节日福利, 带薪年假, 住房补贴, 晋升机会, 定期体检, 高温补贴]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1278</th>\n",
       "      <td>5c99e8b693e7ecdc5360fc69</td>\n",
       "      <td></td>\n",
       "      <td>无锡市</td>\n",
       "      <td>2019-03-21</td>\n",
       "      <td>招聘单位：苏州院区\\n招聘科室：儿科\\n招聘岗位：主治医师\\n岗位要求：1、二甲及以上医院工...</td>\n",
       "      <td>63824</td>\n",
       "      <td>https://file1.dxycdn.com/2018/0504/745/3275814...</td>\n",
       "      <td>明基医院（南京院区+苏州院区）</td>\n",
       "      <td>1000~9999人</td>\n",
       "      <td>民营医院</td>\n",
       "      <td>...</td>\n",
       "      <td>临床医学</td>\n",
       "      <td>儿科主治医师(苏州院区)</td>\n",
       "      <td>不限</td>\n",
       "      <td>儿科</td>\n",
       "      <td>0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>面议</td>\n",
       "      <td>民营医院</td>\n",
       "      <td>2019-03-24</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>5c99e57a93e7ecdc5360f628</td>\n",
       "      <td></td>\n",
       "      <td>上海</td>\n",
       "      <td>2019-03-08</td>\n",
       "      <td>招聘岗位：呼吸科医师\\n学历要求：硕士\\n其他要求：儿科学相关专业</td>\n",
       "      <td>1808855</td>\n",
       "      <td>https://file1.dxycdn.com/2018/0423/399/3273732...</td>\n",
       "      <td>复旦大学附属儿科医院</td>\n",
       "      <td>1000~9999人</td>\n",
       "      <td>公立医院</td>\n",
       "      <td>...</td>\n",
       "      <td>临床医学</td>\n",
       "      <td>呼吸科医师</td>\n",
       "      <td>不限</td>\n",
       "      <td>呼吸内科</td>\n",
       "      <td>0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>面议</td>\n",
       "      <td>公立医院</td>\n",
       "      <td>2019-03-08</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           _id                        addressText area  \\\n",
       "3223  5c9a213693e7ecdc53612777                                     成都市   \n",
       "915   5c99e61b93e7ecdc5360f765                                      上海   \n",
       "2250  5c9a141893e7ecdc536114e6  青岛市崂山区香港东路195号杰正财富中心101室平安青岛互联网医院  淄博市   \n",
       "1278  5c99e8b693e7ecdc5360fc69                                     无锡市   \n",
       "820   5c99e57a93e7ecdc5360f628                                      上海   \n",
       "\n",
       "      createTime                                            desc_zh    entId  \\\n",
       "3223  2018-12-25  岗位职责：1.根据儿科病人情况，制定详细的治疗方案；\\r\\n                ...  2940690   \n",
       "915   2016-01-29   主要岗位职责：\\r\\n1.\\t严格遵守《国家执业医师法》，并根据诊所的相关政策规定不断完善...  2666940   \n",
       "2250  2018-03-16  岗位职责：\\r\\n1.通过网络、视频等方式在线解答用户基础医学咨询（专科咨询，皮肤科、妇产科...  2328110   \n",
       "1278  2019-03-21  招聘单位：苏州院区\\n招聘科室：儿科\\n招聘岗位：主治医师\\n岗位要求：1、二甲及以上医院工...    63824   \n",
       "820   2019-03-08                  招聘岗位：呼吸科医师\\n学历要求：硕士\\n其他要求：儿科学相关专业  1808855   \n",
       "\n",
       "                                                entLogo          entName  \\\n",
       "3223  https://file1.dxycdn.com/2018/0319/891/3267225...         四川大学望江医院   \n",
       "915                                                              唯儿诺医疗集团   \n",
       "2250  https://file1.dxycdn.com/2018/0507/719/3276361...    平安健康互联网股份有限公司   \n",
       "1278  https://file1.dxycdn.com/2018/0504/745/3275814...  明基医院（南京院区+苏州院区）   \n",
       "820   https://file1.dxycdn.com/2018/0423/399/3273732...       复旦大学附属儿科医院   \n",
       "\n",
       "     entScopeText entTypeText                     ...                      \\\n",
       "3223     100~499人        公立医院                     ...                       \n",
       "915      100~499人        民营医院                     ...                       \n",
       "2250         规模不详        其他单位                     ...                       \n",
       "1278   1000~9999人        民营医院                     ...                       \n",
       "820    1000~9999人        公立医院                     ...                       \n",
       "\n",
       "     majorText           name positText positionText region  \\\n",
       "3223       儿科学           儿科医生        初级           儿科      0   \n",
       "915        儿科学      儿科门诊部儿科医师        中级           儿科      0   \n",
       "2250       中医学  中医(平安青岛互联网医院)        中级          中医科      0   \n",
       "1278      临床医学   儿科主治医师(苏州院区)        不限           儿科      0   \n",
       "820       临床医学          呼吸科医师        不限         呼吸内科      0   \n",
       "\n",
       "     resumeProcessingRate salaryText typeText  updateTime  \\\n",
       "3223                 60.0      8千-9千     公立医院  2018-12-25   \n",
       "915                  20.0      2万-3万     民营医院  2016-01-29   \n",
       "2250                 45.0    1.5万-3万     其他单位  2018-03-16   \n",
       "1278                 22.0         面议     民营医院  2019-03-24   \n",
       "820                  20.0         面议     公立医院  2019-03-08   \n",
       "\n",
       "                                         welfare  \n",
       "3223                    [五险一金, 带薪年假, 晋升机会, 定期体检]  \n",
       "915                                           []  \n",
       "2250  [五险一金, 节日福利, 带薪年假, 住房补贴, 晋升机会, 定期体检, 高温补贴]  \n",
       "1278                                          []  \n",
       "820                                           []  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "erke_data.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "_id                                              5c99bd9c93e7ecdc5360dcfd\n",
       "addressText                                                       亦资街道下街村\n",
       "area                                                                  贵阳市\n",
       "createTime                                                     2019-01-26\n",
       "desc_zh                 专职从事新生儿科医师工作，1.具有执业医师资格证书，编外招聘，同工同酬待遇，五险一金。2.具...\n",
       "entId                                                             3044915\n",
       "entLogo                 https://img1.dxycdn.com/2018/0817/541/32952613...\n",
       "entName                                                           盘州市人民医院\n",
       "entScopeText                                                     500~999人\n",
       "entTypeText                                                          公立医院\n",
       "gradeText                                                              本科\n",
       "id                                                                 768820\n",
       "jobTypeText                                                            全职\n",
       "jobYearText                                                          经验不限\n",
       "levelText                                                              二甲\n",
       "locationText                                                      六盘水市盘州市\n",
       "majorText                                                             儿科学\n",
       "name                                                                 新生儿科\n",
       "positText                                                              初级\n",
       "positionText                                                           儿科\n",
       "region                                                                  0\n",
       "resumeProcessingRate                                                   53\n",
       "salaryText                                                             面议\n",
       "typeText                                                             公立医院\n",
       "updateTime                                                     2019-03-21\n",
       "welfare                              [五险一金, 带薪年假, 晋升机会, 科研经费, 引进补贴, 定期体检]\n",
       "Name: 754, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "erke_data.iloc[754]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2739           儿科医师\n",
       "1334          儿保科医师\n",
       "2811         儿科执业医师\n",
       "11208        小儿外科医师\n",
       "9214     小儿烧伤 学科带头人\n",
       "Name: name, dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "erke_data.sample(5)['name']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 数据清理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:12: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  if sys.path[0] == '':\n",
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:13: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  del sys.path[0]\n",
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:15: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    }
   ],
   "source": [
    "# 1.1 由于丁香人才会推荐其它科室的工作，所以需要选出属于本科室的工作\n",
    "all_data = pd.concat([erke_data, neike_data, waike_data, yanke_data, fuchanke_data], \n",
    "                     ignore_index=True)\n",
    "\n",
    "erke_data = all_data[all_data['name'].str.contains('儿')]\n",
    "neike_data = all_data[all_data['name'].str.contains('内')]\n",
    "waike_data = all_data[all_data['name'].str.contains('外')]\n",
    "yanke_data = all_data[all_data['name'].str.contains('眼')]\n",
    "fuchanke_data = all_data[all_data['name'].str.contains('妇')]\n",
    "\n",
    "erke_data['depType'] = '儿科'\n",
    "neike_data['depType'] = '内科'\n",
    "waike_data['depType'] = '外科'\n",
    "yanke_data['depType'] = '眼科'\n",
    "fuchanke_data['depType'] = '妇产科'\n",
    "\n",
    "all_data = pd.concat([erke_data, neike_data, waike_data, yanke_data, fuchanke_data],\n",
    "                    ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 12409 entries, 0 to 12408\n",
      "Data columns (total 27 columns):\n",
      "_id                     12409 non-null object\n",
      "addressText             12409 non-null object\n",
      "area                    12409 non-null object\n",
      "createTime              12409 non-null object\n",
      "desc_zh                 12409 non-null object\n",
      "entId                   12409 non-null int64\n",
      "entLogo                 12409 non-null object\n",
      "entName                 12409 non-null object\n",
      "entScopeText            12409 non-null object\n",
      "entTypeText             12409 non-null object\n",
      "gradeText               12409 non-null object\n",
      "id                      12409 non-null int64\n",
      "jobTypeText             12409 non-null object\n",
      "jobYearText             12379 non-null object\n",
      "levelText               12409 non-null object\n",
      "locationText            12409 non-null object\n",
      "majorText               12409 non-null object\n",
      "name                    12409 non-null object\n",
      "positText               11801 non-null object\n",
      "positionText            12409 non-null object\n",
      "region                  12409 non-null int64\n",
      "resumeProcessingRate    12409 non-null float64\n",
      "salaryText              12409 non-null object\n",
      "typeText                12409 non-null object\n",
      "updateTime              12409 non-null object\n",
      "welfare                 12409 non-null object\n",
      "depType                 12409 non-null object\n",
      "dtypes: float64(1), int64(3), object(23)\n",
      "memory usage: 2.6+ MB\n"
     ]
    }
   ],
   "source": [
    "all_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data.to_csv('all_data.csv', index=False)\n",
    "# 注：Gitgub上保存的数据是这个数据，所以拿到GitHub上数据的同学，请把数据读入，然后从这里开始pick up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1.2 把无用的字段删去\n",
    "all_data.drop(columns=['_id', 'entLogo', 'region'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10952, 24)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 1.3 根据id去重\n",
    "all_data.drop_duplicates(subset='id', inplace=True)\n",
    "all_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1.4 创建时间、更新时间 数据类型转换\n",
    "all_data['createTime'] = pd.to_datetime(all_data['createTime'])\n",
    "all_data['updateTime'] = pd.to_datetime(all_data['updateTime'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['北京市', '北京市丰台区', '北京市海淀区', '北京市朝阳区', '北京市门头沟区', '北京市延庆区', '北京市通州区',\n",
       "       '北京市昌平区', '北京市房山区', '北京市大兴区', '北京市西城区', '北京市石景山区', '天津市津南区', '天津市',\n",
       "       '天津市河东区', '天津市北辰区', '天津市宁河区', '天津市滨海新区', '天津市河西区', '天津市河北区',\n",
       "       '天津市和平区', '天津市西青区', '河北省石家庄市', '石家庄市桥西区', '沧州市新华区', '河北省邯郸市',\n",
       "       '河北省', '河北省唐山市', '保定市涞水县', '秦皇岛市卢龙县', '邯郸市涉县', '廊坊市固安县', '唐山市遵化市',\n",
       "       '邯郸市邯山区', '邯郸市丛台区', '衡水市安平县', '辽宁省沈阳市', '辽宁省大连市', '沈阳市铁西区',\n",
       "       '朝阳市凌源市', '大连市西岗区', '丹东市凤城市', '沈阳市于洪区', '大连市普兰店区', '沈阳市东陵区',\n",
       "       '大连市甘井子区', '营口市盖州市', '辽宁省', '大连市沙河口区', '吉林省吉林市', '吉林市船营区', '吉林省',\n",
       "       '吉林省长春市', '白山市浑江区', '河南省南阳市', '河南省开封市', '焦作市修武县', '河南省', '商丘市睢县',\n",
       "       '商丘市永城市', '郑州市二七区', '河南省郑州市', '河南省商丘市', '安阳市北关区', '河南省濮阳市',\n",
       "       '洛阳市西工区', '洛阳市嵩县', '郑州市管城回族区', '新乡市红旗区', '周口市扶沟县', '南阳市卧龙区',\n",
       "       '郑州市金水区', '洛阳市伊川县', '河南省新乡市', '焦作市解放区', '河南省信阳市', '河南省焦作市',\n",
       "       '信阳市固始县', '河南省洛阳市', '洛阳市涧西区', '湖北省武汉市', '武汉市洪山区', '武汉市汉阳区',\n",
       "       '武汉市硚口区', '武汉市新洲区', '武汉市江汉区', '宜昌市五峰土家族自治县', '湖北省孝感市', '湖北省荆门市',\n",
       "       '湖北省黄石市', '湖北省十堰市', '湖北省', '湖北省宜昌市', '湖北省襄阳市', '黄石市下陆区', '荆州市监利县',\n",
       "       '宜昌市伍家岗区', '湖北省荆州市', '湖北省恩施土家族苗族自治州', '咸宁市赤壁市', '黄石市西塞山区',\n",
       "       '十堰市茅箭区', '武汉市武昌区', '武汉市黄陂区', '武汉市江岸区', '深圳市南山区', '成都市青白江区',\n",
       "       '成都市武侯区', '四川省成都市', '成都市锦江区', '成都市青羊区', '贵州省贵阳市', '贵阳市南明区', '贵州省',\n",
       "       '安顺市普定县', '毕节市金沙县', '贵州省钟山区', '六盘水市盘州市', '贵阳市观山湖区', '铜仁市沿河土家族自治县',\n",
       "       '贵阳市乌当区', '遵义市务川仡佬族苗族自治县', '遵义市湄潭县', '遵义市仁怀市', '贵阳市白云区', '贵州省遵义市',\n",
       "       '遵义市桐梓县', '遵义市道真仡佬族苗族自治县', '贵州省六盘水市', '毕节市七星关区', '贵州省安顺市',\n",
       "       '黔西南布依族苗族自治州普安县', '贵州省毕节市', '哈尔滨市松北区', '黑龙江省哈尔滨市', '哈尔滨市平房区',\n",
       "       '哈尔滨市南岗区', '哈尔滨市道外区', '黑龙江省', '绥化市安达市', '包头市昆都仑区', '上海市', '上海市长宁区',\n",
       "       '上海市金山区', '上海市静安区', '上海市崇明区', '上海市虹口区', '上海市杨浦区', '上海市浦东新区',\n",
       "       '上海市嘉定区', '上海市松江区', '上海市黄浦区', '上海市闵行区', '上海市徐汇区', '上海市普陀区',\n",
       "       '上海市宝山区', '南京市浦口区', '南京市高淳区', '江苏省南京市', '江苏省苏州市', '江苏省南通市',\n",
       "       '徐州市邳州市', '江苏省连云港市', '无锡市梁溪区', '江苏省扬州市', '江苏省泰州市', '江苏省淮安市',\n",
       "       '江苏省徐州市', '江苏省无锡市', '淮安市洪泽区', '南通市海门市', '江苏省常州市', '镇江市扬中市',\n",
       "       '江苏省镇江市', '江苏省', '扬州市宝应县', '扬州市高邮市', '盐城市阜宁县', '徐州市泉山区', '泰州市靖江市',\n",
       "       '宿迁市宿城区', '泰州市姜堰区', '扬州市广陵区', '连云港市连云区', '苏州市昆山市', '泰州市兴化市',\n",
       "       '南通市启东市', '常州市武进区', '淮安市涟水县', '江苏省宿迁市', '泰州市海陵区', '无锡市惠山区',\n",
       "       '常州市天宁区', '苏州市姑苏区', '南京市建邺区', '南京市秦淮区', '南京市江宁区', '南京市鼓楼区',\n",
       "       '南京市雨花台区', '徐州市云龙区', '南通市崇川区', '无锡市新吴区', '苏州市张家港市', '宿迁市沭阳县',\n",
       "       '江苏省盐城市', '扬州市江都区', '苏州市吴中区', '徐州市鼓楼区', '无锡市滨湖区', '南通市如皋市',\n",
       "       '宿迁市泗阳县', '无锡市江阴市', '南京市六合区', '常州市新北区', '杭州市余杭区', '浙江省杭州市',\n",
       "       '杭州市下城区', '杭州市淳安县', '杭州市江干区', '杭州市临安区', '杭州市拱墅区', '杭州市富阳区', '浙江省',\n",
       "       '金华市兰溪市', '金华市永康市', '嘉兴市海宁市', '浙江省金华市', '宁波市北仑区', '宁波市鄞州区',\n",
       "       '浙江省嘉兴市', '嘉兴市海盐县', '浙江省台州市', '绍兴市上虞区', '湖州市长兴县', '浙江省绍兴市',\n",
       "       '浙江省宁波市', '衢州市开化县', '宁波市余姚市', '浙江省衢州市', '温州市苍南县', '丽水市遂昌县',\n",
       "       '台州市玉环市', '衢州市衢江区', '宁波市镇海区', '浙江省舟山市', '丽水市松阳县', '嘉兴市桐乡市',\n",
       "       '金华市义乌市', '湖州市安吉县', '绍兴市柯桥区', '丽水市缙云县', '金华市磐安县', '嘉兴市南湖区',\n",
       "       '金华市东阳市', '杭州市西湖区', '杭州市萧山区', '杭州市上城区', '舟山市普陀区', '宁波市慈溪市',\n",
       "       '嘉兴市嘉善县', '浙江省温州市', '嘉兴市秀洲区', '温州市乐清市', '湖州市吴兴区', '温州市瑞安市',\n",
       "       '宁波市海曙区', '杭州市滨江区', '宁波市象山县', '浙江省湖州市', '衢州市柯城区', '安徽省合肥市',\n",
       "       '合肥市蜀山区', '安徽省淮南市', '安徽省', '安徽省黄山市', '安徽省蚌埠市', '安庆市大观区', '蚌埠市龙子湖区',\n",
       "       '芜湖市鸠江区', '蚌埠市蚌山区', '阜阳市颍上县', '合肥市巢湖市', '合肥市肥西县', '合肥市瑶海区',\n",
       "       '合肥市庐阳区', '安徽省淮北市', '宿州市埇桥区', '亳州市谯城区', '淮南市谢家集区', '安徽省滁州市',\n",
       "       '六安市裕安区', '淮南市田家庵区', '宿州市灵璧县', '福建省福州市', '福州市连江县', '福州市鼓楼区',\n",
       "       '宁德市福安市', '泉州市安溪县', '厦门市湖里区', '漳州市龙文区', '南平市松溪县', '福建省漳州市',\n",
       "       '南平市延平区', '福建省', '福建省厦门市', '厦门市翔安区', '福州市仓山区', '福州市晋安区', '福建省泉州市',\n",
       "       '厦门市思明区', '厦门市同安区', '泉州市丰泽区', '泉州市惠安县', '上饶市弋阳县', '吉安市吉州区',\n",
       "       '江西省九江市', '江西省南昌市', '赣州市章贡区', '南昌市东湖区', '南昌市青山湖区', '南昌市西湖区', '江西省',\n",
       "       '宜春市袁州区', '抚州市临川区', '赣州市瑞金市', '济南市历城区', '济南市槐荫区', '济南市历下区',\n",
       "       '山东省烟台市', '山东省济宁市', '淄博市张店区', '山东省', '临沂市兰陵县', '山东省青岛市', '烟台市牟平区',\n",
       "       '淄博市淄川区', '淄博市博山区', '山东省潍坊市', '滨州市滨城区', '青岛市市北区', '威海市环翠区',\n",
       "       '济南市天桥区', '山东省菏泽市', '烟台市招远市', '长沙市长沙县', '长沙市开福区', '湖南省长沙市',\n",
       "       '湖南省衡阳市', '湘西土家族苗族自治州花垣县', '湖南省怀化市', '衡阳市石鼓区', '湖南省株洲市', '湖南省常德市',\n",
       "       '株洲市攸县', '岳阳市岳阳楼区', '怀化市新晃侗族自治县', '湖南省', '长沙市岳麓区', '长沙市雨花区',\n",
       "       '长沙市宁乡市', '长沙市天心区', '长沙市望城区', '湖南省岳阳市', '邵阳市双清区', '湖南省益阳市',\n",
       "       '广州市天河区', '惠州市惠城区', '深圳市宝安区', '湛江市坡头区', '广州市黄埔区', '广东省惠州市',\n",
       "       '深圳市龙岗区', '广州市越秀区', '广州市从化区', '广东省广州市', '广州市海珠区', '广州市白云区',\n",
       "       '广州市荔湾区', '广州市花都区', '广东省', '深圳市龙华区', '江门市台山市', '惠州市惠阳区', '广东省东莞市',\n",
       "       '广东省中山市', '广东省深圳市', '广东省佛山市', '广东省汕头市', '深圳市坪山区', '佛山市南海区',\n",
       "       '广州市番禺区', '河源市源城区', '佛山市三水区', '韶关市乐昌市', '阳江市阳春市', '珠海市斗门区',\n",
       "       '珠海市香洲区', '汕头市金平区', '广东省潮州市', '广东省珠海市', '佛山市顺德区', '江门市新会区',\n",
       "       '江门市开平市', '湛江市霞山区', '广东省湛江市', '广东省茂名市', '梅州市梅江区', '梅州市五华县',\n",
       "       '梅州市平远县', '肇庆市四会市', '汕头市潮阳区', '深圳市福田区', '揭阳市榕城区', '湛江市徐闻县',\n",
       "       '河源市连平县', '广东省梅州市', '清远市佛冈县', '深圳市罗湖区', '广东省清远市', '阳江市阳东区',\n",
       "       '梅州市梅县区', '惠州市博罗县', '南宁市隆安县', '广西南宁市', '南宁市良庆区', '广西桂林市', '广西柳州市',\n",
       "       '柳州市融安县', '贺州市富川瑶族自治县', '北海市海城区', '桂林市恭城瑶族自治县', '桂林市阳朔县', '广西百色市',\n",
       "       '柳州市柳南区', '崇左市凭祥市', '广西', '柳州市城中区', '南宁市青秀区', '河池市大化瑶族自治县',\n",
       "       '桂林市荔浦县', '桂林市兴安县', '贺州市八步区', '桂林市象山区', '海南省海口市', '海口市龙华区',\n",
       "       '海口市琼山区', '海南省琼中黎族苗族自治县', '海南省琼海市', '海南省乐东黎族自治县', '海南省儋州市',\n",
       "       '三亚市天涯区', '三亚市吉阳区', '海南省三亚市', '海南省', '海南省万宁市', '重庆市永川区', '重庆市沙坪坝区',\n",
       "       '重庆市綦江区', '重庆市', '重庆市石柱土家族自治县', '重庆市酉阳土家族苗族自治县', '重庆市九龙坡区',\n",
       "       '重庆市开州区', '重庆市巴南区', '重庆市渝北区', '成都市成华区', '成都市彭州市', '成都市简阳市',\n",
       "       '四川省绵阳市', '四川省泸州市', '南充市营山县', '绵阳市涪城区', '眉山市东坡区', '四川省', '自贡市自流井区',\n",
       "       '自贡市大安区', '成都市金牛区', '攀枝花市东区', '成都市双流区', '泸州市江阳区', '资阳市安岳县',\n",
       "       '自贡市富顺县', '乐山市峨眉山市', '南充市仪陇县', '泸州市合江县', '四川省乐山市', '凉山彝族自治州越西县',\n",
       "       '德阳市什邡市', '雅安市汉源县', '巴中市南江县', '乐山市沙湾区', '绵阳市江油市', '成都市金堂县',\n",
       "       '乐山市马边彝族自治县', '成都市温江区', '凉山彝族自治州甘洛县', '雅安市雨城区', '南充市顺庆区', '南充市蓬安县',\n",
       "       '乐山市市中区', '昆明市安宁市', '云南省昆明市', '云南省', '昆明市五华区', '昆明市西山区', '昆明市盘龙区',\n",
       "       '西藏那曲市', '西安市雁塔区', '西安市未央区', '陕西省西安市', '西安市新城区', '汉中市汉台区',\n",
       "       '陕西省安康市', '商洛市商州区', '陕西省咸阳市', '铜川市王益区', '西安市碑林区', '西安市莲湖区',\n",
       "       '西安市鄠邑区', '陕西省', '兰州市西固区', '甘肃省兰州市', '西宁市城西区', '宁夏', '固原市西吉县',\n",
       "       '塔城地区沙湾县', '新疆', '重庆市江北区', '日照市东港区', '许昌市魏都区', '佛山市禅城区', '重庆市渝中区',\n",
       "       '吕梁市岚县', '绍兴市诸暨市', '舟山市定海区', '黄山市屯溪区', '永州市宁远县', '昌都市卡若区',\n",
       "       '北京市顺义区', '北京市东城区', '天津市武清区', '天津市南开区', '天津市宝坻区', '石家庄市井陉县',\n",
       "       '河北省秦皇岛市', '石家庄市裕华区', '石家庄市无极县', '邢台市桥东区', '廊坊市香河县', '张家口市桥东区',\n",
       "       '秦皇岛市北戴河区', '保定市竞秀区', '廊坊市三河市', '保定市高碑店市', '河北省廊坊市', '衡水市桃城区',\n",
       "       '唐山市滦南县', '沧州市任丘市', '唐山市路南区', '廊坊市安次区', '邯郸市鸡泽县', '廊坊市广阳区',\n",
       "       '承德市平泉市', '廊坊市文安县', '河北省衡水市', '衡水市深州市', '河北省邢台市', '唐山市玉田县',\n",
       "       '太原市尖草坪区', '山西省大同市', '山西省', '临汾市尧都区', '呼和浩特市赛罕区', '大连市旅顺口区',\n",
       "       '沈阳市和平区', '沈阳市沈北新区', '铁岭市昌图县', '大连市金州区', '辽宁省阜新市', '丹东市振兴区',\n",
       "       '丹东市振安区', '吉林市昌邑区', '四平市梨树县', '长春市榆树市', '齐齐哈尔市铁锋区', '七台河市桃山区',\n",
       "       '绥化市明水县', '哈尔滨市香坊区', '黑龙江省鸡西市', '哈尔滨市道里区', '上海市奉贤区', '上海市青浦区',\n",
       "       '苏州市相城区', '扬州市邗江区', '连云港市灌南县', '镇江市丹阳市', '常州市溧阳市', '常州市金坛区',\n",
       "       '南京市玄武区', '徐州市铜山区', '苏州市虎丘区', '南京市栖霞区', '南通市通州区', '苏州市常熟市',\n",
       "       '南通市港闸区', '宿迁市泗洪县', '苏州市吴江区', '南通市如东县', '泰州市泰兴市', '盐城市亭湖区',\n",
       "       '徐州市沛县', '无锡市宜兴市', '盐城市东台市', '盐城市滨海县', '绍兴市嵊州市', '浙江省丽水市',\n",
       "       '杭州市建德市', '舟山市岱山县', '台州市温岭市', '台州市椒江区', '宁波市江北区', '宁波市宁海县',\n",
       "       '温州市瓯海区', '衢州市江山市', '丽水市莲都区', '绍兴市越城区', '阜阳市阜南县', '滁州市定远县',\n",
       "       '安徽省亳州市', '泉州市鲤城区', '莆田市荔城区', '龙岩市新罗区', '泉州市晋江市', '福州市台江区',\n",
       "       '厦门市集美区', '漳州市芗城区', '福州市平潭县', '厦门市海沧区', '淄博市临淄区', '泰安市岱岳区',\n",
       "       '山东省济南市', '山东省日照市', '山东省淄博市', '十堰市张湾区', '武汉市东西湖区', '武汉市蔡甸区',\n",
       "       '黄冈市麻城市', '随州市随县', '武汉市青山区', '株洲市荷塘区', '长沙市芙蓉区', '河南省安阳市',\n",
       "       '河南省许昌市', '郑州市新密市', '濮阳市华龙区', '周口市鹿邑县', '河南省鹤壁市', '周口市淮阳县',\n",
       "       '南阳市邓州市', '信阳市平桥区', '新乡市获嘉县', '邵阳市武冈市', '岳阳市平江县', '株洲市株洲县',\n",
       "       '永州市道县', '邵阳市新邵县', '张家界市永定区', '广州市南沙区', '惠州市惠东县', '广东省江门市',\n",
       "       '南宁市西乡塘区', '南宁市兴宁区', '南宁市武鸣区', '海口市秀英区', '重庆市合川区', '重庆市南岸区',\n",
       "       '重庆市奉节县', '重庆市南川区', '重庆市北碚区', '四川省南充市', '四川省自贡市', '成都市郫都区',\n",
       "       '乐山市夹江县', '成都市崇州市', '德阳市旌阳区', '巴中市恩阳区', '攀枝花市仁和区',\n",
       "       '黔西南布依族苗族自治州兴义市', '贵阳市云岩区', '贵阳市花溪区', '黔东南苗族侗族自治州黄平县',\n",
       "       '红河哈尼族彝族自治州建水县', '红河哈尼族彝族自治州石屏县', '迪庆藏族自治州香格里拉市', '昭通市昭阳区',\n",
       "       '红河哈尼族彝族自治州绿春县', '西安市灞桥区', '安康市汉滨区', '西安市长安区', '西安市临潼区', '青海省西宁市',\n",
       "       '石嘴山市大武口区', '巴音郭楞蒙古自治州若羌县', '国外', '内蒙古', '温州市鹿城区', '安徽省宿州市',\n",
       "       '蚌埠市五河县', '九江市浔阳区', '青岛市李沧区', '郑州市中原区', '湖南省永州市', '长沙市浏阳市',\n",
       "       '石家庄市新华区', '吕梁市汾阳市', '晋城市城区', '太原市小店区', '呼和浩特市回民区', '赤峰市松山区',\n",
       "       '大连市瓦房店市', '大连市中山区', '吉林市丰满区', '长春市二道区', '徐州市睢宁县', '南京市溧水区',\n",
       "       '杭州市桐庐县', '台州市天台县', '铜陵市铜官区', '滁州市来安县', '合肥市包河区', '宣城市旌德县',\n",
       "       '池州市东至县', '芜湖市弋江区', '滁州市明光市', '漳州市龙海市', '福州市福清市', '福建省宁德市',\n",
       "       '福建省莆田市', '三明市梅列区', '鹰潭市贵溪市', '九江市柴桑区', '上饶市余干县', '景德镇市珠山区',\n",
       "       '江西省萍乡市', '萍乡市安源区', '江西省上饶市', '潍坊市奎文区', '威海市乳山市', '烟台市芝罘区',\n",
       "       '济宁市兖州区', '青岛市平度市', '烟台市莱山区', '青岛市即墨区', '菏泽市牡丹区', '济宁市微山县',\n",
       "       '枣庄市滕州市', '青岛市城阳区', '烟台市福山区', '青岛市崂山区', '烟台市莱阳市', '德州市德城区',\n",
       "       '淄博市桓台县', '洛阳市瀍河回族区', '河南省周口市', '周口市太康县', '周口市郸城县', '安阳市林州市',\n",
       "       '黄冈市团风县', '孝感市孝南区', '荆州市沙市区', '黄石市黄石港区', '武汉市江夏区', '娄底市双峰县',\n",
       "       '湘潭市岳塘区', '阳江市江城区', '钦州市钦北区', '云南省昭通市', '唐山市路北区', '河北省保定市',\n",
       "       '石家庄市栾城区', '内蒙古呼伦贝尔市', '镇江市丹徒区', '金华市婺城区', '', '安徽省阜阳市', '三明市永安市',\n",
       "       '泉州市永春县', '泉州市石狮市', '三明市三元区', '江西省新余市', '南昌市新建区', '江西省抚州市',\n",
       "       '江西省赣州市', '开封市祥符区', '十堰市房县', '揭阳市揭西县', '汕尾市城区', '潮州市湘桥区', '揭阳市普宁市',\n",
       "       '云浮市云城区', '茂名市茂南区', '柳州市柳北区', '贵港市港北区', '海口市美兰区', '海南省澄迈县',\n",
       "       '重庆市巫溪县', '重庆市万州区', '重庆市铜梁区', '资阳市雁江区', '黔东南苗族侗族自治州从江县', '临沧市临翔区',\n",
       "       '丽江市古城区', '楚雄彝族自治州大姚县', '甘肃省', '新疆乌鲁木齐市', '伊犁哈萨克自治州伊宁市', '澳门',\n",
       "       '梅州市兴宁市', '湖北省咸宁市', '石家庄市长安区', '廊坊市霸州市', '金华市浦江县', '湖州市南浔区',\n",
       "       '金华市武义县', '滁州市琅琊区', '黄山市徽州区', '福州市罗源县', '赣州市会昌县', '南昌市湾里区',\n",
       "       '青岛市市南区', '泰安市东平县', '商丘市梁园区', '郑州市新郑市', '衡阳市衡山县', '清远市清城区',\n",
       "       '湛江市麻章区', '梅州市大埔县', '三亚市海棠区', '眉山市仁寿县', '四川省雅安市', '铜仁市德江县',\n",
       "       '咸阳市渭城区'], dtype=object)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 1.5 由于儿科的数据是按照市为单位爬取的，而其它科是按省爬取的，所以area没有参考意义，需要清理出省\n",
    "all_data['locationText'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data.loc[all_data['depType'] != '儿科', 'province'] = all_data.loc[all_data['depType'] != '儿科', 'area']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data.loc[(all_data['locationText'].str.contains('北京|上海|天津|重庆|自治区|省'))&\n",
    "             (all_data['depType'] == '儿科'), 'province']= all_data.loc[(all_data['locationText'].str.contains('北京|上海|天津|重庆|自治区|省'))&\n",
    "                                                                      (all_data['depType'] == '儿科'), 'locationText'].str.split('省|自治区|市', expand=True)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: currently extract(expand=None) means expand=False (return Index/Series/DataFrame) but in a future version of pandas this will be changed to expand=True (return DataFrame)\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "all_data['city'] = all_data['locationText'].str.extract(r'(.{2}市)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['8千-1万', '5千-8千', '面议', '1.5万-2万', '1.5万-3万', '1万-1.5万', '7千-1.5万',\n",
       "       '1.5万-2.5万', '1万-2万', '8千-1.5万', '2.5万以上', '7千-1万', '3千-8千',\n",
       "       '2千-1万', '5千-1万', '4千-1万', '5千-6千', '3千-5千', '2万-2.5万', '6千-1万',\n",
       "       '4千-7千', '1万-3万', '2万-3万', '2万-4万', '5千-1.2万', '2.5万-4万',\n",
       "       '5千-1.5万', '4千-8千', '4千-6千', '2千-4千', '2千-3千', '5千-2万', '3千-1万',\n",
       "       '2千-8千', '8千-1.2万', '2万-2.2万', '2.5万-4.5万', '2万-5万', '6千-1.2万',\n",
       "       '3万-3.5万', '1.2万-2万', '2万-3.5万', '3万-4万', '8千-10千', '5千-7千',\n",
       "       '5千-9千', '5千-9.5千', '80万-200万', '2.5万-3.5万', '8千-3万', '8千-1.6万',\n",
       "       '8千-2.5万', '6千-8千', '1万-1.3万', '5万-8万', '3千-6千', '6千-2万',\n",
       "       '1万-1.8万', '1.2万-3万', '1万-2.5万', '6千-9千', '2.5万-3万', '6千-1.5万',\n",
       "       '8千-1.1万', '8千-2万', '7千-2万', '1.8万-3万', '1.8万-2.5万', '4千-9千',\n",
       "       '6.5千-8千', '9千-1.2万', '4.5千-8千', '1.9万-4.9万', '1.2万-1.5万',\n",
       "       '7千-1.2万', '1.3万-1.8万', '8千-9千', '5万-10万', '3千-7千', '8千-1.4万',\n",
       "       '1.4万-2万', '7千-1.4万', '2.5万-8万', '1.2万-2.5万', '1.6万-5万', '1.5万-5万',\n",
       "       '1.2万-2.4万', '6千-7千', '4.5千-7千', '1.5万-3.5万', '1.3万-2万', '1.5万-4万',\n",
       "       '2千以下', '3千-4千', '7千-8千', '1.2万-1.4万', '1.6万-2.8万', '1.6万-3万',\n",
       "       '4千-5千', '1万-1.2万', '5.2千-1.5万', '4.5千-1.3万', '9.6千-3万',\n",
       "       '5.6千-7.4千', '3千-3千', '5.9千-2万', '7千-9千', '1.4万-4万', '4千-5.5千',\n",
       "       '3.8千-5千', '2千-6千', '2万-3.1万', '8千-1.3万', '4万-8万', '5.5千-1.5万',\n",
       "       '3万-5万', '4千-4.5千', '9千-1.5万', '6万-10万', '3千-4.5千', '3万-10万',\n",
       "       '1.2万-1.6万', '4千-1.5万', '9千-1.6万', '9千-1.8万', '3.5万-4万', '12万-15万',\n",
       "       '3.5千-6千', '4.5千-1.5万', '3.5千-5千', '4千-1.2万', '5万以上', '3万-6万',\n",
       "       '4.5千-6千', '2.5千-3.5千', '1万-1.1万', '1.2万-3.3万', '8千-2.6万', '5万-6万',\n",
       "       '6.5千-3万', '4.5千-7.5千', '8.5千-4万', '1.3万-6.5万', '2.5万-5万', '4万-4万',\n",
       "       '1.6万-2.5万', '4万-5万', '2万-2.8万', '5千-2.5万', '1万-5万', '3.5千-8千',\n",
       "       '1.8万-2.2万', '1.5千-2千', '4.5万-9.1万'], dtype=object)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 1.6 工资字段很乱，需要定义一个函数处理\n",
    "all_data['salaryText'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_k(data):\n",
    "    if '千' in data:\n",
    "        return float(data.replace('千', '')) * 1000\n",
    "    elif '万' in data:\n",
    "        return float(data.replace('万', '')) * 10000\n",
    "\n",
    "\n",
    "def process_salary(data):\n",
    "    if data == '面议':\n",
    "        return np.nan\n",
    "    if '万以上' in data:\n",
    "        return float(data.replace('万以上', '')) * 10000\n",
    "    if '千以下' in data:\n",
    "        return float(data.replace('千以下', '')) * 1000\n",
    "    if '-' in data:\n",
    "        low, high = data.split('-')\n",
    "        return (process_k(low) + process_k(high))/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data['salary'] = all_data['salaryText'].apply(process_salary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data = all_data[-(all_data['salary']>100000)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 10950 entries, 0 to 12408\n",
      "Data columns (total 27 columns):\n",
      "addressText             10950 non-null object\n",
      "area                    10950 non-null object\n",
      "createTime              10950 non-null datetime64[ns]\n",
      "desc_zh                 10950 non-null object\n",
      "entId                   10950 non-null int64\n",
      "entName                 10950 non-null object\n",
      "entScopeText            10950 non-null object\n",
      "entTypeText             10950 non-null object\n",
      "gradeText               10950 non-null object\n",
      "id                      10950 non-null int64\n",
      "jobTypeText             10950 non-null object\n",
      "jobYearText             10928 non-null object\n",
      "levelText               10950 non-null object\n",
      "locationText            10950 non-null object\n",
      "majorText               10950 non-null object\n",
      "name                    10950 non-null object\n",
      "positText               10410 non-null object\n",
      "positionText            10950 non-null object\n",
      "resumeProcessingRate    10950 non-null float64\n",
      "salaryText              10950 non-null object\n",
      "typeText                10950 non-null object\n",
      "updateTime              10950 non-null datetime64[ns]\n",
      "welfare                 10950 non-null object\n",
      "depType                 10950 non-null object\n",
      "province                9864 non-null object\n",
      "city                    9988 non-null object\n",
      "salary                  3237 non-null float64\n",
      "dtypes: datetime64[ns](2), float64(2), int64(2), object(21)\n",
      "memory usage: 2.3+ MB\n"
     ]
    }
   ],
   "source": [
    "all_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "addressText                                                              \n",
       "area                                                                   天津\n",
       "createTime                                            2019-03-13 00:00:00\n",
       "desc_zh                 聘用科室：心血管内科\\n职位名称：心血管内科医师\\n拟聘人数：2\\n专业要求：心血管内科专业...\n",
       "entId                                                             2821301\n",
       "entName                                                     中国人民解放军第464医院\n",
       "entScopeText                                                     500~999人\n",
       "entTypeText                                                          公立医院\n",
       "gradeText                                                              本科\n",
       "id                                                                 779607\n",
       "jobTypeText                                                            全职\n",
       "jobYearText                                                          1-3年\n",
       "levelText                                                              三甲\n",
       "locationText                                                          天津市\n",
       "majorText                                                           心血管病学\n",
       "name                                                              心血管内科医师\n",
       "positText                                                              初级\n",
       "positionText                                                        心血管内科\n",
       "resumeProcessingRate                                                   20\n",
       "salaryText                                                             面议\n",
       "typeText                                                             公立医院\n",
       "updateTime                                            2019-03-13 00:00:00\n",
       "welfare                                                                []\n",
       "depType                                                                内科\n",
       "province                                                               天津\n",
       "city                                                                  天津市\n",
       "salary                                                                NaN\n",
       "Name: 2981, dtype: object"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data.iloc[2600]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 问题\n",
    "字段：创建时间、更新时间、岗位职责、招聘单位名称、规模、单位类型、学历、岗位类型、工作经验、医院等级、专业、职称要求、简历处理速度、福利、科室、省份、城市、工资\n",
    "1. 儿科医生的需求现状怎么样？\n",
    "2. 儿科的工资待遇怎么样？\n",
    "3. 相同工资水平下，公立与民营对医生的学历、职称等要求如何？\n",
    "4. 全国各区域对于儿科医生的需求\n",
    "5. 儿科医生的福利和职责对比图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.1 儿科医生的需求现状怎么样？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2359"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data[all_data['depType']=='儿科'].shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 招聘儿科医生的单位类型占比\n",
    "type_pct = all_data.loc[all_data['depType']=='儿科', \n",
    "                        'typeText'].value_counts()/all_data[all_data['depType']=='儿科'].shape[0]*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"b52fb509fe264b5690b6a4491f6f6bee\" style=\"width:700px;height:500px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_b52fb509fe264b5690b6a4491f6f6bee = echarts.init(document.getElementById('b52fb509fe264b5690b6a4491f6f6bee'), null, {renderer: 'canvas'});\n",
       "var option_b52fb509fe264b5690b6a4491f6f6bee = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5404\\u7c7b\\u578b\\u5355\\u4f4d\\u62db\\u8058\\u513f\\u79d1\\u5c97\\u4f4d\\u6570\\u767e\\u5206\\u6bd4\",\n",
       "            \"subtext\": \"\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#000\",\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"color\": \"#aaa\",\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"\\u4e0b\\u8f7d\\u56fe\\u7247\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 7019905,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"formatter\": null,\n",
       "        \"textStyle\": {\n",
       "            \"color\": \"#fff\",\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\",\n",
       "            \"data\": [\n",
       "                51.7,\n",
       "                40.4,\n",
       "                6.4,\n",
       "                0.8,\n",
       "                0.6,\n",
       "                0.1,\n",
       "                0.1\n",
       "            ],\n",
       "            \"stack\": \"stack_7019905\",\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"#000\",\n",
       "                        \"fontSize\": 12\n",
       "                    },\n",
       "                    \"formatter\": null\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"#fff\",\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 7019905\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12,\n",
       "                \"color\": \"#333\"\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"backgroundColor\": \"#fff\",\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"name\": \"\",\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 20,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20,\n",
       "                    \"color\": \"#000\"\n",
       "                }\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"position\": null,\n",
       "            \"boundaryGap\": true,\n",
       "            \"min\": null,\n",
       "            \"max\": null,\n",
       "            \"data\": [\n",
       "                \"\\u516c\\u7acb\\u533b\\u9662\",\n",
       "                \"\\u6c11\\u8425\\u533b\\u9662\",\n",
       "                \"\\u5176\\u4ed6\\u5355\\u4f4d\",\n",
       "                \"\\u533b\\u836f\\u4f01\\u4e1a\",\n",
       "                \"\\u8bca\\u6240/\\u836f\\u623f\",\n",
       "                \"\\u751f\\u7269\\u4f01\\u4e1a\",\n",
       "                \"\\u79d1\\u7814\\u9662\\u6821\"\n",
       "            ],\n",
       "            \"type\": \"category\"\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"name\": \"\",\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"interval\": \"auto\",\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14,\n",
       "                    \"color\": \"#000\"\n",
       "                }\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"position\": null,\n",
       "            \"boundaryGap\": true,\n",
       "            \"min\": null,\n",
       "            \"max\": null,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"type\": \"value\"\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_b52fb509fe264b5690b6a4491f6f6bee.setOption(option_b52fb509fe264b5690b6a4491f6f6bee);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x118169a20>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Bar\n",
    "\n",
    "bar = Bar(\"各类型单位招聘儿科岗位数百分比\", width = 700,height=500)\n",
    "bar.add(\"\", type_pct.index, np.round(type_pct.values, 1), is_stack=True, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, is_label_show=True,\n",
    "       xaxis_rotate=20)\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "经验不限     49.4\n",
       "5-10年    14.8\n",
       "3-5年     14.4\n",
       "1-3年     12.9\n",
       "10年以上     6.4\n",
       "应届生       1.6\n",
       "在读学生      0.1\n",
       "Name: jobYearText, dtype: float64"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 公立/民营医院儿科医生招聘经验要求百分比\n",
    "np.round(all_data.loc[all_data['depType']=='儿科', \n",
    "                        'jobYearText'].value_counts()/all_data[all_data['depType']=='儿科'].shape[0]*100, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "经验不限     68.0\n",
       "1-3年      9.2\n",
       "5-10年     8.1\n",
       "3-5年      7.7\n",
       "10年以上     3.7\n",
       "应届生       2.5\n",
       "在读学生      0.2\n",
       "Name: jobYearText, dtype: float64"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.round(all_data.loc[(all_data['depType']=='儿科')&(all_data['typeText']=='公立医院'), 'jobYearText'].value_counts()/all_data[(all_data['depType']=='儿科')&(all_data['typeText']=='公立医院')].shape[0]*100,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "经验不限     28.7\n",
       "3-5年     22.3\n",
       "5-10年    21.1\n",
       "1-3年     17.8\n",
       "10年以上     9.7\n",
       "应届生       0.5\n",
       "Name: jobYearText, dtype: float64"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.round(all_data.loc[(all_data['depType']=='儿科')&(all_data['typeText']=='民营医院'), 'jobYearText'].value_counts()/all_data[(all_data['depType']=='儿科')&(all_data['typeText']=='民营医院')].shape[0]*100,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"72b943a991504022b528878bb32a4807\" style=\"width:600px;height:500px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_72b943a991504022b528878bb32a4807 = echarts.init(document.getElementById('72b943a991504022b528878bb32a4807'), null, {renderer: 'canvas'});\n",
       "var option_72b943a991504022b528878bb32a4807 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u516c\\u7acb/\\u6c11\\u8425\\u533b\\u9662\\u513f\\u79d1\\u533b\\u751f\\u62db\\u8058\\u5de5\\u4f5c\\u7ecf\\u9a8c\\u8981\\u6c42\\u767e\\u5206\\u6bd4\",\n",
       "            \"subtext\": \"\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#000\",\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"color\": \"#aaa\",\n",
       "                \"fontSize\": 12\n",
       "            }\n",
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       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
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       "                \"show\": true,\n",
       "                \"title\": \"\\u4e0b\\u8f7d\\u56fe\\u7247\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 1272343,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"formatter\": null,\n",
       "        \"textStyle\": {\n",
       "            \"color\": \"#fff\",\n",
       "            \"fontSize\": 14\n",
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       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
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       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
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       "                12.9,\n",
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       "                14.8,\n",
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       "                49.4\n",
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       "            \"stack\": \"\",\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"#000\",\n",
       "                        \"fontSize\": 12\n",
       "                    },\n",
       "                    \"formatter\": null\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"#fff\",\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
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       "            \"markLine\": {\n",
       "                \"data\": []\n",
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       "            \"seriesId\": 1272343\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u516c\\u7acb\\u533b\\u9662\",\n",
       "            \"data\": [\n",
       "                2.5,\n",
       "                9.2,\n",
       "                7.7,\n",
       "                8.1,\n",
       "                3.7,\n",
       "                68\n",
       "            ],\n",
       "            \"stack\": \"\",\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"#000\",\n",
       "                        \"fontSize\": 12\n",
       "                    },\n",
       "                    \"formatter\": null\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"#fff\",\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
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       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u6c11\\u8425\\u533b\\u9662\",\n",
       "            \"data\": [\n",
       "                0.5,\n",
       "                17.8,\n",
       "                22.3,\n",
       "                21.1,\n",
       "                9.7,\n",
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       "            \"stack\": \"\",\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
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       "                    \"show\": true,\n",
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       "                        \"fontSize\": 12\n",
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       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 1272343\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5e73\\u5747\",\n",
       "                \"\\u516c\\u7acb\\u533b\\u9662\",\n",
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       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": 30,\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12,\n",
       "                \"color\": \"#333\"\n",
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       "        }\n",
       "    ],\n",
       "    \"backgroundColor\": \"#fff\",\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"name\": \"\",\n",
       "            \"show\": true,\n",
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       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 20,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20,\n",
       "                    \"color\": \"#000\"\n",
       "                }\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"position\": null,\n",
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       "            \"min\": null,\n",
       "            \"max\": null,\n",
       "            \"data\": [\n",
       "                \"\\u5e94\\u5c4a\\u751f\",\n",
       "                \"1-3\\u5e74\",\n",
       "                \"3-5\\u5e74\",\n",
       "                \"5-10\\u5e74\",\n",
       "                \"10\\u5e74\\u4ee5\\u4e0a\",\n",
       "                \"\\u7ecf\\u9a8c\\u4e0d\\u9650\"\n",
       "            ],\n",
       "            \"type\": \"category\"\n",
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       "    \"yAxis\": [\n",
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       "            \"nameTextStyle\": {\n",
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       "            \"axisLabel\": {\n",
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       "                    \"color\": \"#000\"\n",
       "                }\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
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       "            \"inverse\": false,\n",
       "            \"position\": null,\n",
       "            \"boundaryGap\": true,\n",
       "            \"min\": null,\n",
       "            \"max\": null,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"type\": \"value\"\n",
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       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_72b943a991504022b528878bb32a4807.setOption(option_72b943a991504022b528878bb32a4807);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x1176c7eb8>"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exp = ['应届生', '1-3年', '3-5年', '5-10年', '10年以上', '经验不限']\n",
    "exp1 = [1.6, 12.9, 14.4, 14.8, 6.4, 49.4]\n",
    "exp2 = [2.5, 9.2, 7.7, 8.1, 3.7, 68]\n",
    "exp3 = [0.5, 17.8, 22.3, 21.1, 9.7, 28.7]\n",
    "bar = Bar(\"公立/民营医院儿科医生招聘工作经验要求百分比\", width = 600,height=500)\n",
    "bar.add(\"平均\",exp, exp1, is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, \n",
    "        is_label_show=True, legend_top=30, xaxis_rotate=20)\n",
    "bar.add(\"公立医院\",exp, exp2, is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, \n",
    "        is_label_show=True, legend_top=30, xaxis_rotate=20)\n",
    "bar.add(\"民营医院\",exp, exp3, is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, \n",
    "        is_label_show=True, legend_top=30, xaxis_rotate=20)\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "不限    36.4\n",
       "初级    27.6\n",
       "中级    17.2\n",
       "副高    10.5\n",
       "高级     2.5\n",
       "Name: positText, dtype: float64"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 公立/民营医院儿科医生招聘职称要求百分比\n",
    "np.round(all_data.loc[all_data['depType']=='儿科', \n",
    "                        'positText'].value_counts()/all_data[all_data['depType']=='儿科'].shape[0]*100, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "不限    46.6\n",
       "初级    25.0\n",
       "副高    10.7\n",
       "中级     8.1\n",
       "高级     3.0\n",
       "Name: positText, dtype: float64"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.round(all_data.loc[(all_data['depType']=='儿科')&(all_data['typeText']=='公立医院'), 'positText'].value_counts()/all_data[(all_data['depType']=='儿科')&(all_data['typeText']=='公立医院')].shape[0]*100,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "初级    33.2\n",
       "中级    26.3\n",
       "不限    23.7\n",
       "副高    10.3\n",
       "高级     1.9\n",
       "Name: positText, dtype: float64"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.round(all_data.loc[(all_data['depType']=='儿科')&(all_data['typeText']=='民营医院'), 'positText'].value_counts()/all_data[(all_data['depType']=='儿科')&(all_data['typeText']=='民营医院')].shape[0]*100,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "                \"show\": true\n",
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       "            \"dataView\": {\n",
       "                \"show\": true\n",
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       "    },\n",
       "    \"series_id\": 7555967,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
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       "        \"formatter\": null,\n",
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       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
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       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
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       "            \"markPoint\": {\n",
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       "            \"markLine\": {\n",
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       "            \"seriesId\": 7555967\n",
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       "        {\n",
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       "            \"name\": \"\\u516c\\u7acb\\u533b\\u9662\",\n",
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       "            \"stack\": \"\",\n",
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       "                \"normal\": {\n",
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       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": null,\n",
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       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
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       "            \"markLine\": {\n",
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       "            \"seriesId\": 7555967\n",
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       "                \"fontSize\": 12,\n",
       "                \"color\": \"#333\"\n",
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       "    \"backgroundColor\": \"#fff\",\n",
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       "            \"name\": \"\",\n",
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       "            \"inverse\": false,\n",
       "            \"position\": null,\n",
       "            \"boundaryGap\": true,\n",
       "            \"min\": null,\n",
       "            \"max\": null,\n",
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       "                \"\\u521d\\u7ea7\",\n",
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       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
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       "myChart_0c3c1eee633c49cd852259f5659e7136.setOption(option_0c3c1eee633c49cd852259f5659e7136);\n",
       "\n",
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       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x118165780>"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "level = ['初级', '中级', '副高', '高级', '不限']\n",
    "level1 = [27.6, 17.2, 10.5, 2.5, 36.4]\n",
    "level2 = [25, 8.1, 10.7, 3, 46.6]\n",
    "level3 = [33.2, 26.3, 10.3, 1.9, 23.7]\n",
    "bar = Bar(\"公立/民营医院儿科医生招聘职称要求百分比\", width = 600,height=500)\n",
    "bar.add(\"平均\",level, level1, is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, \n",
    "        is_label_show=True, legend_top=30, xaxis_rotate=20)\n",
    "bar.add(\"公立医院\",level, level2, is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, \n",
    "        is_label_show=True, legend_top=30, xaxis_rotate=20)\n",
    "bar.add(\"民营医院\",level, level3, is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, \n",
    "        is_label_show=True, legend_top=30, xaxis_rotate=20)\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "本科      51.7\n",
       "硕士      21.6\n",
       "大专      15.7\n",
       "学历不限     6.2\n",
       "博士       4.7\n",
       "Name: gradeText, dtype: float64"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 公立/民营医院儿科医生招聘学历要求百分比\n",
    "np.round(all_data.loc[all_data['depType']=='儿科', \n",
    "                        'gradeText'].value_counts()/all_data[all_data['depType']=='儿科'].shape[0]*100, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "本科      49.1\n",
       "硕士      34.0\n",
       "博士       8.1\n",
       "学历不限     4.7\n",
       "大专       4.1\n",
       "Name: gradeText, dtype: float64"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.round(all_data.loc[(all_data['depType']=='儿科')&(all_data['typeText']=='公立医院'), 'gradeText'].value_counts()/all_data[(all_data['depType']=='儿科')&(all_data['typeText']=='公立医院')].shape[0]*100,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "本科      54.7\n",
       "大专      30.0\n",
       "学历不限     8.5\n",
       "硕士       6.1\n",
       "博士       0.6\n",
       "Name: gradeText, dtype: float64"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.round(all_data.loc[(all_data['depType']=='儿科')&(all_data['typeText']=='民营医院'), 'gradeText'].value_counts()/all_data[(all_data['depType']=='儿科')&(all_data['typeText']=='民营医院')].shape[0]*100,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
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       "                \"interval\": \"auto\",\n",
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       "                    \"fontSize\": 14,\n",
       "                    \"color\": \"#000\"\n",
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       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
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       "            \"inverse\": false,\n",
       "            \"position\": null,\n",
       "            \"boundaryGap\": true,\n",
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       "myChart_20c91024ad5d4e5dad519d1b3cecfa4a.setOption(option_20c91024ad5d4e5dad519d1b3cecfa4a);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x1176c78d0>"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grade = ['大专', '本科', '硕士', '博士', '学历不限']\n",
    "grade1 = [15.7, 51.7, 21.6, 4.7, 6.2]\n",
    "grade2 = [4.1, 49.1, 34, 8.1, 4.7]\n",
    "grade3 = [30, 54.7, 6.1, 0.6, 8.5]\n",
    "bar = Bar(\"公立/民营医院儿科医生招聘学历要求百分比\", width = 600,height=500)\n",
    "bar.add(\"平均\",grade, grade1, is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, \n",
    "        is_label_show=True, legend_top=30, xaxis_rotate=20)\n",
    "bar.add(\"公立医院\",grade, grade2, is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, \n",
    "        is_label_show=True, legend_top=30, xaxis_rotate=20)\n",
    "bar.add(\"民营医院\",grade, grade3, is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, \n",
    "        is_label_show=True, legend_top=30, xaxis_rotate=20)\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 不同科室招聘持续时间\n",
    "all_data['time_delta'] =  pd.to_timedelta(all_data['updateTime']-all_data['createTime'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "73 days 04:56:40.084781\n",
      "68 days 16:13:11.895803\n",
      "67 days 05:51:49.621621\n",
      "62 days 16:08:29.214552\n",
      "50 days 17:52:56.470588\n"
     ]
    }
   ],
   "source": [
    "print(all_data.loc[all_data['depType']=='儿科', 'time_delta'].mean())\n",
    "print(all_data.loc[all_data['depType']=='妇产科', 'time_delta'].mean())\n",
    "print(all_data.loc[all_data['depType']=='眼科', 'time_delta'].mean())\n",
    "print(all_data.loc[all_data['depType']=='内科', 'time_delta'].mean())\n",
    "print(all_data.loc[all_data['depType']=='外科', 'time_delta'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        \"textStyle\": {\n",
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       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
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       "            \"type\": \"bar\",\n",
       "            \"name\": \"\",\n",
       "            \"data\": [\n",
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       "                68,\n",
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       "                    \"formatter\": null\n",
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       "                \"emphasis\": {\n",
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       "                    \"textStyle\": {\n",
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       "            \"markPoint\": {\n",
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       "            \"seriesId\": 7360533\n",
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       "            ],\n",
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       "            \"textStyle\": {\n",
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       "                \"color\": \"#333\"\n",
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       "    \"xAxis\": [\n",
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       "            \"type\": \"category\"\n",
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       "    \"yAxis\": [\n",
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       "            \"nameTextStyle\": {\n",
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       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
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       "};\n",
       "myChart_1b3df3be667b44ab968cd034ab202862.setOption(option_1b3df3be667b44ab968cd034ab202862);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x1176c3dd8>"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bar = Bar(\"各科室招聘平均已持续时间\", width = 500,height=400)\n",
    "bar.add(\"\", ['儿科', '妇产科', '眼科', '内科', '外科'], \n",
    "        [73, 68, 67, 62, 50], is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, \n",
    "        is_label_show=True, legend_top=30, xaxis_rotate=20)\n",
    "bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2. 儿科的工资待遇怎么样？ "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_salary = all_data.groupby('depType')['salary'].mean().sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
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     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "bar = Bar(\"儿科平均工资与其它科室对比\", width = 600,height=400)\n",
    "bar.add(\"\", mean_salary.index, np.round(mean_salary.values, 0), is_stack=True, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, is_label_show=True, \n",
    "       )\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_slr_1 = all_data[all_data['typeText']=='公立医院'].groupby(['typeText', 'depType'])['salary'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_slr_2 = all_data[all_data['typeText']=='民营医院'].groupby(['typeText', 'depType'])['salary'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "            \"textStyle\": {\n",
       "                \"fontSize\": 12,\n",
       "                \"color\": \"#333\"\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"backgroundColor\": \"#fff\",\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"name\": \"\",\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20,\n",
       "                    \"color\": \"#000\"\n",
       "                }\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"position\": null,\n",
       "            \"boundaryGap\": true,\n",
       "            \"min\": null,\n",
       "            \"max\": null,\n",
       "            \"data\": [\n",
       "                \"\\u513f\\u79d1\",\n",
       "                \"\\u5185\\u79d1\",\n",
       "                \"\\u5916\\u79d1\",\n",
       "                \"\\u5987\\u4ea7\\u79d1\",\n",
       "                \"\\u773c\\u79d1\"\n",
       "            ],\n",
       "            \"type\": \"category\"\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"name\": \"\",\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"interval\": \"auto\",\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14,\n",
       "                    \"color\": \"#000\"\n",
       "                }\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"position\": null,\n",
       "            \"boundaryGap\": true,\n",
       "            \"min\": null,\n",
       "            \"max\": null,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"type\": \"value\"\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_3f2143937a3b4473b293b2e075b1c00d.setOption(option_3f2143937a3b4473b293b2e075b1c00d);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x113c94d30>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bar = Bar(\"公立/民营医院各科室平均工资\", width = 600,height=600)\n",
    "bar.add(\"公立医院\",['儿科', '内科', '外科', '妇产科', '眼科'], np.round(mean_slr_1.values, 0), is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, is_label_show=True, legend_top=30)\n",
    "bar.add(\"民营医院\", ['儿科', '内科', '外科', '妇产科', '眼科'], np.round(mean_slr_2.values, 0), is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, is_label_show=True, legend_top=30)\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x113b8d128>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Ka/aUM3fuXObOnaspZEVEpFNSYJCMEw6HmTVrFu+99x4jc+CqPMhRWOgULMsiYEHABenu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\nlvLycs0QJCIiA5YCBsm4SCTCeeedR11dHffeey+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      "text/plain": [
       "<matplotlib.figure.Figure at 0x113bd3c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,6))\n",
    "sns.violinplot(x=\"salary\", y=\"typeText\",\n",
    "               data=all_data[(all_data['typeText'].isin(['公立医院', '民营医院']))&\n",
    "                            (all_data['depType']=='儿科')],\n",
    "              ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "typeText\n",
       "公立医院     202\n",
       "其他单位      58\n",
       "医药企业      16\n",
       "民营医院     339\n",
       "生物企业       2\n",
       "科研院校       0\n",
       "诊所/药房     13\n",
       "Name: salary, dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data[all_data['depType']=='儿科'].groupby('typeText')['salary'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "erke_srl =all_data[all_data['depType']=='儿科'].groupby('typeText')['salary'].mean().drop(index='科研院校').sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"066a800d5a3e4aa4937a04257c7e677e\" style=\"width:600px;height:500px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_066a800d5a3e4aa4937a04257c7e677e = echarts.init(document.getElementById('066a800d5a3e4aa4937a04257c7e677e'), null, {renderer: 'canvas'});\n",
       "var option_066a800d5a3e4aa4937a04257c7e677e = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5404\\u7c7b\\u578b\\u5355\\u4f4d\\u513f\\u79d1\\u5e73\\u5747\\u5de5\\u8d44\",\n",
       "            \"subtext\": \"\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#000\",\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"color\": \"#aaa\",\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"\\u4e0b\\u8f7d\\u56fe\\u7247\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 1846545,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"formatter\": null,\n",
       "        \"textStyle\": {\n",
       "            \"color\": \"#fff\",\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\",\n",
       "            \"data\": [\n",
       "                11348.0,\n",
       "                13741.0,\n",
       "                14250.0,\n",
       "                15385.0,\n",
       "                16970.0,\n",
       "                17000.0\n",
       "            ],\n",
       "            \"stack\": \"\",\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"#000\",\n",
       "                        \"fontSize\": 12\n",
       "                    },\n",
       "                    \"formatter\": null\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"#fff\",\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 1846545\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12,\n",
       "                \"color\": \"#333\"\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"backgroundColor\": \"#fff\",\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"name\": \"\",\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 20,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20,\n",
       "                    \"color\": \"#000\"\n",
       "                }\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"position\": null,\n",
       "            \"boundaryGap\": true,\n",
       "            \"min\": null,\n",
       "            \"max\": null,\n",
       "            \"data\": [\n",
       "                \"\\u516c\\u7acb\\u533b\\u9662\",\n",
       "                \"\\u6c11\\u8425\\u533b\\u9662\",\n",
       "                \"\\u533b\\u836f\\u4f01\\u4e1a\",\n",
       "                \"\\u8bca\\u6240/\\u836f\\u623f\",\n",
       "                \"\\u5176\\u4ed6\\u5355\\u4f4d\",\n",
       "                \"\\u751f\\u7269\\u4f01\\u4e1a\"\n",
       "            ],\n",
       "            \"type\": \"category\"\n",
       "        }\n",
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       "    \"yAxis\": [\n",
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       "            \"name\": \"\",\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"interval\": \"auto\",\n",
       "                \"margin\": 8,\n",
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       "                    \"color\": \"#000\"\n",
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       "        \"#6950a1\",\n",
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       "myChart_066a800d5a3e4aa4937a04257c7e677e.setOption(option_066a800d5a3e4aa4937a04257c7e677e);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x113c948d0>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bar = Bar(\"各类型单位儿科平均工资\", width = 600,height=500)\n",
    "bar.add(\"\",erke_srl.index, np.round(erke_srl.values, 0), is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, is_label_show=True, xaxis_rotate=20)\n",
    "bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.3 相同工资水平下，公立与民营对医生的学历、职称等要求如何？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "typeText  gradeText\n",
       "公立医院      博士            1\n",
       "          大专            3\n",
       "          本科           31\n",
       "          硕士           12\n",
       "民营医院      大专           18\n",
       "          学历不限          8\n",
       "          本科           21\n",
       "          硕士            2\n",
       "Name: id, dtype: int64"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data[(all_data['depType']=='儿科')&\n",
    "        (all_data['salary']>8000)&\n",
    "        (all_data['salary']<10000)&\n",
    "        (all_data['typeText'].isin(['公立医院', '民营医院']))].groupby(['typeText', 'gradeText'])['id'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [],
   "source": [
    "grade_same1 = np.round(np.array([3, 31, 12, 1, 0]) / (3+31+12+1)*100, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [],
   "source": [
    "grade_same2 = np.round(np.array([18, 21, 2, 0, 8]) / (18+21+2+8)*100, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
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     },
     "execution_count": 153,
     "metadata": {},
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   ],
   "source": [
    "bar = Bar(\"相同工资水平下公立/民营医院对学历的要求百分比(8k-10k)\", width = 600,height=600)\n",
    "bar.add(\"公立医院\",grade, grade_same1, is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, is_label_show=True, legend_top=30)\n",
    "bar.add(\"民营医院\", grade, grade_same2, is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, is_label_show=True, legend_top=30)\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "typeText  positText\n",
       "公立医院      不限           23\n",
       "          中级            5\n",
       "          初级           15\n",
       "          副高            2\n",
       "          高级            2\n",
       "民营医院      不限           17\n",
       "          中级            6\n",
       "          初级           24\n",
       "          副高            2\n",
       "Name: id, dtype: int64"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data[(all_data['depType']=='儿科')&\n",
    "        (all_data['salary']>8000)&\n",
    "        (all_data['salary']<10000)&\n",
    "        (all_data['typeText'].isin(['公立医院', '民营医院']))].groupby(['typeText', 'positText'])['id'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['初级', '中级', '副高', '高级', '不限']"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "level_same1 = np.round(np.array([15, 5, 2, 2, 23]) / (15+5+2+2+23)*100, 1)\n",
    "level_same2 = np.round(np.array([24, 6, 2, 0, 17]) / (24+6+2+17)*100, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    });\n",
       "</script>\n",
       "    <div id=\"8b97916f84264bf0b8e67d0a448d532b\" style=\"width:600px;height:600px;\"></div>\n",
       "\n",
       "\n",
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       "    \"series_id\": 4770679,\n",
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       "        \"trigger\": \"item\",\n",
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       "                34.7\n",
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       "            \"stack\": \"\",\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
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       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
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       "                    \"textStyle\": {\n",
       "                        \"color\": \"#fff\",\n",
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       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 4770679\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u516c\\u7acb\\u533b\\u9662\",\n",
       "                \"\\u6c11\\u8425\\u533b\\u9662\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": 30,\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12,\n",
       "                \"color\": \"#333\"\n",
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       "        }\n",
       "    ],\n",
       "    \"backgroundColor\": \"#fff\",\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"name\": \"\",\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
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       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20,\n",
       "                    \"color\": \"#000\"\n",
       "                }\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"position\": null,\n",
       "            \"boundaryGap\": true,\n",
       "            \"min\": null,\n",
       "            \"max\": null,\n",
       "            \"data\": [\n",
       "                \"\\u521d\\u7ea7\",\n",
       "                \"\\u4e2d\\u7ea7\",\n",
       "                \"\\u526f\\u9ad8\",\n",
       "                \"\\u9ad8\\u7ea7\",\n",
       "                \"\\u4e0d\\u9650\"\n",
       "            ],\n",
       "            \"type\": \"category\"\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"name\": \"\",\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"interval\": \"auto\",\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14,\n",
       "                    \"color\": \"#000\"\n",
       "                }\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"position\": null,\n",
       "            \"boundaryGap\": true,\n",
       "            \"min\": null,\n",
       "            \"max\": null,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
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       "            \"type\": \"value\"\n",
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       "        \"#61a0a8\",\n",
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       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_8b97916f84264bf0b8e67d0a448d532b.setOption(option_8b97916f84264bf0b8e67d0a448d532b);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x119b35208>"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bar = Bar(\"相同工资水平下公立/民营医院对职称的要求百分比(8k-10k)\", width = 600,height=600)\n",
    "bar.add(\"公立医院\",level, level_same1, is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, is_label_show=True, legend_top=30)\n",
    "bar.add(\"民营医院\", level, level_same2, is_stack=False, \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=14, is_label_show=True, legend_top=30)\n",
    "bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.4 全国各区域对于儿科医生的需求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对于province的处理结果还不是很满意，再处理以下\n",
    "def get_province(data):\n",
    "    province = ['北京', '天津', '河北', '山西', '内蒙古', '辽宁', '吉林', '黑龙江', '上海', '江苏', \n",
    "            '浙江', '安徽', '福建', '江西', '山东', '河南', '湖北', '湖南', '广东', '广西', \n",
    "            '海南', '重庆', '四川', '贵州', '云南', '西藏', '陕西', '甘肃', '青海', '宁夏', \n",
    "            '新疆', '台湾', '香港', '澳门', '国外']\n",
    "    for i in province:\n",
    "        if i in data:\n",
    "            return i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data.loc[all_data['depType']=='儿科', 'province2'] = all_data.loc[all_data['depType']=='儿科', 'locationText'].apply(get_province)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [],
   "source": [
    "demand = all_data.loc[all_data['depType']=='儿科', 'province2'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [],
   "source": [
    "province = list(demand.index)\n",
    "value = list(demand.values)\n",
    "province.extend(['内蒙古', '山西', '青海'])\n",
    "value.extend([1,1,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min', 'china': '/nbextensions/echarts-countries-js/china'\n",
       "        }\n",
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       "</script>\n",
       "    <div id=\"42f50f7bf6b0431a82e259cb9e15e8a2\" style=\"width:600px;height:600px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts', 'china'], function(echarts) {\n",
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       "var myChart_42f50f7bf6b0431a82e259cb9e15e8a2 = echarts.init(document.getElementById('42f50f7bf6b0431a82e259cb9e15e8a2'), null, {renderer: 'canvas'});\n",
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       "            \"text\": \"\\u513f\\u79d1\\u533b\\u751f\\u5168\\u56fd\\u5404\\u533a\\u57df\\u9700\\u6c42\\u91cf\",\n",
       "            \"subtext\": \"\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
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       "                \"fontSize\": 18\n",
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       "            \"subtextStyle\": {\n",
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       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"\\u4e0b\\u8f7d\\u56fe\\u7247\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 8312165,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
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       "        \"formatter\": null,\n",
       "        \"textStyle\": {\n",
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       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
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       "    \"series\": [\n",
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       "                \"emphasis\": {\n",
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       "            \"mapType\": \"china\",\n",
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       "                    \"name\": \"\\u5317\\u4eac\",\n",
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       "                {\n",
       "                    \"name\": \"\\u4e0a\\u6d77\",\n",
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       "                {\n",
       "                    \"name\": \"\\u6c5f\\u82cf\",\n",
       "                    \"value\": 131.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d59\\u6c5f\",\n",
       "                    \"value\": 114.0\n",
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       "                {\n",
       "                    \"name\": \"\\u6e56\\u5317\",\n",
       "                    \"value\": 56.0\n",
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       "                {\n",
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       "                    \"value\": 51.0\n",
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       "                {\n",
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       "                {\n",
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       "                {\n",
       "                    \"name\": \"\\u9655\\u897f\",\n",
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       "                {\n",
       "                    \"name\": \"\\u6d77\\u5357\",\n",
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       "                {\n",
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       "                {\n",
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       "                {\n",
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       "                    \"value\": 1\n",
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       "                {\n",
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       "                    \"value\": 1\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"showLegendSymbol\": true\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12,\n",
       "                \"color\": \"#333\"\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"backgroundColor\": \"#fff\",\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"text\": [\n",
       "            \"high\",\n",
       "            \"low\"\n",
       "        ],\n",
       "        \"textStyle\": {\n",
       "            \"color\": \"#000\"\n",
       "        },\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"splitNumber\": 5,\n",
       "        \"dimension\": null,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"left\",\n",
       "        \"top\": \"bottom\",\n",
       "        \"showLabel\": true\n",
       "    }\n",
       "};\n",
       "myChart_42f50f7bf6b0431a82e259cb9e15e8a2.setOption(option_42f50f7bf6b0431a82e259cb9e15e8a2);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.map.Map at 0x122c39358>"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Map\n",
    "\n",
    "\n",
    "map = Map(\"儿科医生全国各区域需求量\", width=600, height=600)\n",
    "map.add(\n",
    "    \"\",\n",
    "    province,\n",
    "    value,\n",
    "    maptype=\"china\",\n",
    "    is_visualmap=True,\n",
    "    visual_text_color=\"#000\",\n",
    ")\n",
    "map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.5 儿科医生的要求和福利"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "from pyecharts import WordCloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "addressText                                                              \n",
       "area                                                                  无锡市\n",
       "createTime                                            2018-03-13 00:00:00\n",
       "desc_zh                 岗位职责： \\r\\n1、完善病案 书写病历，记录，分析，检查结果及完成出院小结 \\r\\n2、...\n",
       "entId                                                             2935047\n",
       "entName                                                    上海九悦医疗投资管理有限公司\n",
       "entScopeText                                                   1000~9999人\n",
       "entTypeText                                                          民营医院\n",
       "gradeText                                                              大专\n",
       "id                                                                 700822\n",
       "jobTypeText                                                            全职\n",
       "jobYearText                                                          1-3年\n",
       "levelText                                                              二级\n",
       "locationText                                                       江苏省常州市\n",
       "majorText                                                            基础医学\n",
       "name                                                     住院医师（内、外、儿科）- 常州\n",
       "positText                                                              初级\n",
       "positionText                                                      医院/临床医疗\n",
       "resumeProcessingRate                                                   67\n",
       "salaryText                                                             面议\n",
       "typeText                                                             民营医院\n",
       "updateTime                                            2019-03-24 00:00:00\n",
       "welfare                                           [五险一金, 带薪年假, 工作餐, 提供住宿]\n",
       "depType                                                                儿科\n",
       "province                                                               江苏\n",
       "city                                                                  常州市\n",
       "salary                                                                NaN\n",
       "time_delta                                              376 days 00:00:00\n",
       "province2                                                              江苏\n",
       "Name: 889, dtype: object"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data.iloc[888]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [],
   "source": [
    "g = all_data.loc[all_data['depType']=='儿科', 'gradeText'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = all_data.loc[all_data['depType']=='儿科', 'jobYearText'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [],
   "source": [
    "l = all_data.loc[all_data['depType']=='儿科', 'levelText'].value_counts()\n",
    "n = all_data.loc[all_data['depType']=='儿科', 'name'].value_counts()\n",
    "p = all_data.loc[all_data['depType']=='儿科', 'positText'].value_counts()\n",
    "t = all_data.loc[all_data['depType']=='儿科', 'typeText'].value_counts()\n",
    "\n",
    "welfare= []\n",
    "for i in all_data.loc[all_data['depType']=='儿科', 'welfare']:\n",
    "    if len(i) > 0:\n",
    "        welfare.extend(i)\n",
    "w = pd.Series(Counter(welfare))\n",
    "all = pd.concat([g, y, l, n, p, t, w])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {},
   "outputs": [
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       "<pyecharts.charts.wordcloud.WordCloud at 0x123b66d68>"
      ]
     },
     "execution_count": 241,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "name, value = all.index, all.values\n",
    "wordcloud = WordCloud(width=800, height=800)\n",
    "wordcloud.add(\"\", name, value, word_size_range=[20, 80])\n",
    "wordcloud"
   ]
  }
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